schema_version
stringclasses
1 value
event
dict
identity_context
dict
telemetry_stream
listlengths
6
9
vulnerability
dict
detection
dict
impact
dict
simulation
dict
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108300", "label": "benign", "label_confidence": 0.526, "severity": "medium", "timestamp": "2026-01-06T18:20:00Z", "trace_id": "1e49dea2-e69d-f195-83cc-64960aafe40a" }
{ "account_age_days": 921, "account_id": "ACCT-355E7A4DFD4F", "baseline_risk_score": 0.173, "kyc_tier": "tier_1", "session_entropy": 0.775 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 726, "timestamp": "2026-01-06T18:20:00Z", "transaction_amount_usd": 5691.54 }, { "asset": "BTC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.784, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1281.37, "financial_exposure_usd": 1354.06, "recoverable_pct": 0.416 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103653", "label": "fraudulent", "label_confidence": 0.858, "severity": "low", "timestamp": "2026-01-03T12:53:00Z", "trace_id": "233506c1-0dd1-87bc-d33c-37b667e8ce4e" }
{ "account_age_days": 1469, "account_id": "ACCT-1C855E929937", "baseline_risk_score": 0.262, "kyc_tier": "tier_1", "session_entropy": 0.868 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 216, "timestamp": "2026-01-03T07:38:00Z", "transaction_amount_usd": 23.81 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.813, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 2916656.9, "financial_exposure_usd": 5395350, "recoverable_pct": 0.992 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102096", "label": "fraudulent", "label_confidence": 0.822, "severity": "medium", "timestamp": "2026-01-02T10:56:00Z", "trace_id": "76f7e909-3ff3-16f3-6e1b-a4b5bc1bf9a7" }
{ "account_age_days": 1536, "account_id": "ACCT-E4A58D8B5903", "baseline_risk_score": 0.327, "kyc_tier": "tier_2", "session_entropy": 0.745 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 824, "timestamp": "2026-01-02T10:56:00Z", "transaction_amount_usd": 57858.86 }, { "asset": "JPY", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.658, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 423743.48, "financial_exposure_usd": 571096.49, "recoverable_pct": 0.342 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107954", "label": "benign", "label_confidence": 0.681, "severity": "medium", "timestamp": "2026-01-06T12:34:00Z", "trace_id": "1a9c0ece-38a2-79fb-b3b8-7b2d5a64fddd" }
{ "account_age_days": 1294, "account_id": "ACCT-5769966AB3D3", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.25 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 271, "timestamp": "2026-01-06T07:11:00Z", "transaction_amount_usd": 3.4 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.715, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1416.59, "financial_exposure_usd": 1662.96, "recoverable_pct": 0.749 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101057", "label": "fraudulent", "label_confidence": 0.888, "severity": "low", "timestamp": "2026-01-01T17:37:00Z", "trace_id": "7d0b1599-0d6a-4835-3212-ee3b16198e74" }
{ "account_age_days": 1832, "account_id": "ACCT-5F2FEA66AC89", "baseline_risk_score": 0.535, "kyc_tier": "tier_3", "session_entropy": 0.442 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 798, "timestamp": "2026-01-01T17:37:00Z", "transaction_amount_usd": 18085.08 }, { "asset": "GBP", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.941, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 283733.36, "financial_exposure_usd": 300869.36, "recoverable_pct": 0.73 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105020", "label": "fraudulent", "label_confidence": 0.905, "severity": "medium", "timestamp": "2026-01-04T11:40:00Z", "trace_id": "c66fecc2-ea92-ad30-a06f-5d6648fb12ba" }
{ "account_age_days": 1249, "account_id": "ACCT-42FB8F4F7154", "baseline_risk_score": 0.152, "kyc_tier": "tier_2", "session_entropy": 0.906 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 887, "timestamp": "2026-01-04T11:40:00Z", "transaction_amount_usd": 695874.2 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.518, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 1535947.06, "financial_exposure_usd": 1752079.94, "recoverable_pct": 0.652 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109092", "label": "benign", "label_confidence": 0.59, "severity": "medium", "timestamp": "2026-01-07T07:32:00Z", "trace_id": "d83cf85d-b067-5c61-29dd-fa169b8ef823" }
{ "account_age_days": 682, "account_id": "ACCT-F674EBC6471E", "baseline_risk_score": 0.17, "kyc_tier": "tier_1", "session_entropy": 0.759 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 99, "timestamp": "2026-01-07T01:34:00Z", "transaction_amount_usd": 10.83 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.556, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 2813.95, "financial_exposure_usd": 2890.58, "recoverable_pct": 0.656 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106932", "label": "benign", "label_confidence": 0.718, "severity": "high", "timestamp": "2026-01-05T19:32:00Z", "trace_id": "49899739-e29d-5838-ef9c-f6429f38ff6f" }
{ "account_age_days": 1232, "account_id": "ACCT-539F827A130B", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.565 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 828, "timestamp": "2026-01-05T19:32:00Z", "transaction_amount_usd": 4270.98 }, { "asset": "USDT", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.519, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1761.92, "financial_exposure_usd": 2346.57, "recoverable_pct": 0.551 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105430", "label": "fraudulent", "label_confidence": 0.701, "severity": "medium", "timestamp": "2026-01-04T18:30:00Z", "trace_id": "5e68bee0-4952-8698-a1b2-f2804d2bb893" }
{ "account_age_days": 1900, "account_id": "ACCT-B7ACA35189B3", "baseline_risk_score": 0.101, "kyc_tier": "tier_3", "session_entropy": 0.852 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 726, "timestamp": "2026-01-04T18:30:00Z", "transaction_amount_usd": 1589642.77 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.511, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2580291.96, "financial_exposure_usd": 3221206.03, "recoverable_pct": 0.475 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100795", "label": "fraudulent", "label_confidence": 0.843, "severity": "critical", "timestamp": "2026-01-01T13:15:00Z", "trace_id": "2745dd4f-a211-236b-43a7-255b7166cd19" }
{ "account_age_days": 229, "account_id": "ACCT-980AD348A866", "baseline_risk_score": 0.358, "kyc_tier": "tier_2", "session_entropy": 0.39 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CH", "latency_ms": 1168, "timestamp": "2026-01-01T13:15:00Z", "transaction_amount_usd": 48707.66 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.371, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 1496759.89, "financial_exposure_usd": 1573505.12, "recoverable_pct": 0.353 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100905", "label": "fraudulent", "label_confidence": 0.912, "severity": "critical", "timestamp": "2026-01-01T15:05:00Z", "trace_id": "c5784a40-a3b9-591d-3755-2a80b56b1afe" }
{ "account_age_days": 1820, "account_id": "ACCT-8B6C881D0A63", "baseline_risk_score": 0.613, "kyc_tier": "tier_1", "session_entropy": 0.478 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 827, "timestamp": "2026-01-01T15:05:00Z", "transaction_amount_usd": 9609.24 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.586, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 677462.17, "financial_exposure_usd": 1255967.24, "recoverable_pct": 0.686 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100259", "label": "fraudulent", "label_confidence": 0.78, "severity": "medium", "timestamp": "2026-01-01T04:19:00Z", "trace_id": "252ac83c-1d7b-ca5c-f7a8-7bc59bd39476" }
{ "account_age_days": 754, "account_id": "ACCT-31934D229766", "baseline_risk_score": 0.365, "kyc_tier": "tier_2", "session_entropy": 0.696 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 315, "timestamp": "2025-12-31T21:08:00Z", "transaction_amount_usd": 5.18 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.854, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 803350.69, "financial_exposure_usd": 906431.16, "recoverable_pct": 0.626 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104826", "label": "fraudulent", "label_confidence": 0.771, "severity": "critical", "timestamp": "2026-01-04T08:26:00Z", "trace_id": "d3e85daa-878b-1861-251b-f85b456d5a07" }
{ "account_age_days": 645, "account_id": "ACCT-051FB5183EF4", "baseline_risk_score": 0.25, "kyc_tier": "tier_1", "session_entropy": 0.699 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 144, "timestamp": "2026-01-03T21:41:00Z", "transaction_amount_usd": 6.11 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.888, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 5284838.16, "financial_exposure_usd": 6320547.17, "recoverable_pct": 0.733 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109410", "label": "benign", "label_confidence": 0.471, "severity": "high", "timestamp": "2026-01-07T12:50:00Z", "trace_id": "3406cbdd-fb39-d488-565c-755ab07ff730" }
{ "account_age_days": 840, "account_id": "ACCT-9EFEB5498210", "baseline_risk_score": 0.157, "kyc_tier": "tier_1", "session_entropy": 0.428 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 531, "timestamp": "2026-01-07T12:50:00Z", "transaction_amount_usd": 1038.43 }, { "asset": "BTC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.719, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 5205.93, "financial_exposure_usd": 6349.67, "recoverable_pct": 0.901 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109558", "label": "benign", "label_confidence": 0.656, "severity": "critical", "timestamp": "2026-01-07T15:18:00Z", "trace_id": "b6d182b3-c6c1-2d29-1079-042639848bb1" }
{ "account_age_days": 91, "account_id": "ACCT-DC7DFA22687E", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.297 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 184, "timestamp": "2026-01-07T15:18:00Z", "transaction_amount_usd": 8830.13 }, { "asset": "USD", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.563, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 2024.08, "financial_exposure_usd": 5019.22, "recoverable_pct": 0.644 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109160", "label": "benign", "label_confidence": 0.507, "severity": "medium", "timestamp": "2026-01-07T08:40:00Z", "trace_id": "42c5c2a1-0c32-f175-2354-3e7897aa1045" }
{ "account_age_days": 1387, "account_id": "ACCT-34700E0602E8", "baseline_risk_score": 0.079, "kyc_tier": "tier_1", "session_entropy": 0.535 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 359, "timestamp": "2026-01-07T00:07:00Z", "transaction_amount_usd": 10.75 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.656, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 1862.75, "financial_exposure_usd": 2028.34, "recoverable_pct": 0.903 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101764", "label": "fraudulent", "label_confidence": 0.829, "severity": "medium", "timestamp": "2026-01-02T05:24:00Z", "trace_id": "78d1f422-0667-073c-0637-aae89e7c0c01" }
{ "account_age_days": 677, "account_id": "ACCT-0E368D8569B6", "baseline_risk_score": 0.353, "kyc_tier": "tier_2", "session_entropy": 0.502 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 234, "timestamp": "2026-01-01T23:44:00Z", "transaction_amount_usd": 10.62 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.893, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 741511.23, "financial_exposure_usd": 807642.55, "recoverable_pct": 0.151 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104832", "label": "fraudulent", "label_confidence": 0.719, "severity": "critical", "timestamp": "2026-01-04T08:32:00Z", "trace_id": "a6be28b3-3827-0a5e-f67c-c8b4e9a7a235" }
{ "account_age_days": 1080, "account_id": "ACCT-88CA33078EA4", "baseline_risk_score": 0.219, "kyc_tier": "tier_3", "session_entropy": 0.256 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 901, "timestamp": "2026-01-04T08:32:00Z", "transaction_amount_usd": 223530.19 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.352, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 3278253.79, "financial_exposure_usd": 4013191.07, "recoverable_pct": 0.729 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109359", "label": "benign", "label_confidence": 0.604, "severity": "medium", "timestamp": "2026-01-07T11:59:00Z", "trace_id": "7b798935-83e2-33f2-5778-d1b015e0cfb7" }
{ "account_age_days": 1240, "account_id": "ACCT-907243BA6819", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.755 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 208, "timestamp": "2026-01-07T11:59:00Z", "transaction_amount_usd": 8931.19 }, { "asset": "SOL", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.681, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 743.49, "financial_exposure_usd": 1336.56, "recoverable_pct": 0.776 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108602", "label": "benign", "label_confidence": 0.547, "severity": "high", "timestamp": "2026-01-06T23:22:00Z", "trace_id": "009cb513-cd59-d51d-649e-3262cbc6599a" }
{ "account_age_days": 1013, "account_id": "ACCT-3F7F67BE0763", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.91 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 319, "timestamp": "2026-01-06T16:43:00Z", "transaction_amount_usd": 18.48 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.63, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_tr...
{ "customer_funds_at_risk_usd": 3953.64, "financial_exposure_usd": 5337.81, "recoverable_pct": 0.619 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104369", "label": "fraudulent", "label_confidence": 0.945, "severity": "low", "timestamp": "2026-01-04T00:49:00Z", "trace_id": "d2a9d632-2887-2b40-e50e-9097f9551822" }
{ "account_age_days": 325, "account_id": "ACCT-7ED6B23B115A", "baseline_risk_score": 0.118, "kyc_tier": "tier_2", "session_entropy": 0.712 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 146, "timestamp": "2026-01-03T21:25:00Z", "transaction_amount_usd": 15.68 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.401, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 5505611.35, "financial_exposure_usd": 6652500.55, "recoverable_pct": 0.973 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103734", "label": "fraudulent", "label_confidence": 0.732, "severity": "high", "timestamp": "2026-01-03T14:14:00Z", "trace_id": "2824b3ed-2f58-3954-bfbb-275bcc12489b" }
{ "account_age_days": 55, "account_id": "ACCT-D5863AA284F7", "baseline_risk_score": 0.192, "kyc_tier": "tier_3", "session_entropy": 0.722 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 850, "timestamp": "2026-01-03T14:14:00Z", "transaction_amount_usd": 57695.37 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.938, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 3687796.18, "financial_exposure_usd": 4045067.4, "recoverable_pct": 0.54 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102329", "label": "fraudulent", "label_confidence": 0.946, "severity": "critical", "timestamp": "2026-01-02T14:49:00Z", "trace_id": "306c1dfe-4088-47e0-c190-5cd503ced7d1" }
{ "account_age_days": 901, "account_id": "ACCT-E76D6D3EFB67", "baseline_risk_score": 0.497, "kyc_tier": "tier_3", "session_entropy": 0.329 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 557, "timestamp": "2026-01-02T14:49:00Z", "transaction_amount_usd": 105965.89 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.584, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 175661.01, "financial_exposure_usd": 427420.88, "recoverable_pct": 0.296 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107574", "label": "benign", "label_confidence": 0.453, "severity": "low", "timestamp": "2026-01-06T06:14:00Z", "trace_id": "b13ad575-f388-9ad5-5a47-5b59c27b320d" }
{ "account_age_days": 921, "account_id": "ACCT-401CCB0FDD08", "baseline_risk_score": 0.171, "kyc_tier": "tier_1", "session_entropy": 0.33 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 335, "timestamp": "2026-01-06T00:13:00Z", "transaction_amount_usd": 19.35 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.76, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 891.15, "financial_exposure_usd": 1258.01, "recoverable_pct": 0.656 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106217", "label": "fraudulent", "label_confidence": 0.877, "severity": "high", "timestamp": "2026-01-05T07:37:00Z", "trace_id": "47139b84-1cbb-5aa5-682e-7e3810f88974" }
{ "account_age_days": 1511, "account_id": "ACCT-A7F37782704F", "baseline_risk_score": 0.41, "kyc_tier": "tier_3", "session_entropy": 0.124 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 142, "timestamp": "2026-01-05T00:14:00Z", "transaction_amount_usd": 15.39 }, { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.448, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 2377182.85, "financial_exposure_usd": 3614830.74, "recoverable_pct": 0.697 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104026", "label": "fraudulent", "label_confidence": 0.854, "severity": "medium", "timestamp": "2026-01-03T19:06:00Z", "trace_id": "1fcd250e-7344-0179-b069-604afba286c4" }
{ "account_age_days": 508, "account_id": "ACCT-46EE157B94A9", "baseline_risk_score": 0.327, "kyc_tier": "tier_3", "session_entropy": 0.104 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 173, "timestamp": "2026-01-03T11:14:00Z", "transaction_amount_usd": 23.08 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.492, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 4041825.83, "financial_exposure_usd": 8447845.07, "recoverable_pct": 0.719 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100385", "label": "fraudulent", "label_confidence": 0.938, "severity": "low", "timestamp": "2026-01-01T06:25:00Z", "trace_id": "f3acca68-5d5f-fefd-3f35-bd0d5e9f40f8" }
{ "account_age_days": 1895, "account_id": "ACCT-8900F54701F5", "baseline_risk_score": 0.468, "kyc_tier": "tier_2", "session_entropy": 0.879 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 658, "timestamp": "2026-01-01T06:25:00Z", "transaction_amount_usd": 69631.04 }, { "asset": "GBP", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.882, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 825479.26, "financial_exposure_usd": 1053787.43, "recoverable_pct": 0.651 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104598", "label": "fraudulent", "label_confidence": 0.74, "severity": "high", "timestamp": "2026-01-04T04:38:00Z", "trace_id": "45c1d882-122f-a0db-656b-ef1e6e674324" }
{ "account_age_days": 474, "account_id": "ACCT-70D63FC42396", "baseline_risk_score": 0.222, "kyc_tier": "tier_2", "session_entropy": 0.845 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 1186, "timestamp": "2026-01-04T04:38:00Z", "transaction_amount_usd": 309939.08 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.367, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 2474719.09, "financial_exposure_usd": 3186889.56, "recoverable_pct": 0.405 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108031", "label": "benign", "label_confidence": 0.55, "severity": "medium", "timestamp": "2026-01-06T13:51:00Z", "trace_id": "943bb54a-3799-5576-0ee6-a03b7389229f" }
{ "account_age_days": 1538, "account_id": "ACCT-5CE012D834E2", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.314 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 661, "timestamp": "2026-01-06T13:51:00Z", "transaction_amount_usd": 11885.42 }, { "asset": "USDC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.774, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 3296.43, "financial_exposure_usd": 3986.28, "recoverable_pct": 0.952 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101410", "label": "fraudulent", "label_confidence": 0.916, "severity": "high", "timestamp": "2026-01-01T23:30:00Z", "trace_id": "53de564b-c1e1-6e01-095d-54fa499e191b" }
{ "account_age_days": 727, "account_id": "ACCT-95DE5B003698", "baseline_risk_score": 0.336, "kyc_tier": "tier_3", "session_entropy": 0.216 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 382, "timestamp": "2026-01-01T23:30:00Z", "transaction_amount_usd": 109862.93 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.817, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 911080.16, "financial_exposure_usd": 933698.17, "recoverable_pct": 0.218 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107728", "label": "benign", "label_confidence": 0.531, "severity": "high", "timestamp": "2026-01-06T08:48:00Z", "trace_id": "308cb258-359a-57dc-59f7-fd29a158c2d8" }
{ "account_age_days": 1881, "account_id": "ACCT-0BBF98254736", "baseline_risk_score": 0.105, "kyc_tier": "tier_3", "session_entropy": 0.798 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 274, "timestamp": "2026-01-06T08:48:00Z", "transaction_amount_usd": 12010.45 }, { "asset": "ETH", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.791, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 2674.48, "financial_exposure_usd": 5176.18, "recoverable_pct": 0.656 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100723", "label": "fraudulent", "label_confidence": 0.89, "severity": "high", "timestamp": "2026-01-01T12:03:00Z", "trace_id": "29d31fe2-c826-60b9-a5c2-0bdc881da6a4" }
{ "account_age_days": 1050, "account_id": "ACCT-45C676C30FFB", "baseline_risk_score": 0.526, "kyc_tier": "tier_3", "session_entropy": 0.829 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 450, "timestamp": "2026-01-01T12:03:00Z", "transaction_amount_usd": 95817.42 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.893, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 799259.83, "financial_exposure_usd": 869053.88, "recoverable_pct": 0.442 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109775", "label": "benign", "label_confidence": 0.556, "severity": "low", "timestamp": "2026-01-07T18:55:00Z", "trace_id": "9cb1edc8-50cb-b3e8-65f7-72ef473e5302" }
{ "account_age_days": 1821, "account_id": "ACCT-7FAAF34AF3C2", "baseline_risk_score": 0.123, "kyc_tier": "tier_1", "session_entropy": 0.785 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 1092, "timestamp": "2026-01-07T18:55:00Z", "transaction_amount_usd": 8111.94 }, { "asset": "USDT", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.711, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 3062.71, "financial_exposure_usd": 3656.65, "recoverable_pct": 0.926 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109764", "label": "benign", "label_confidence": 0.707, "severity": "low", "timestamp": "2026-01-07T18:44:00Z", "trace_id": "5c52dfb5-f778-d7b2-ebf2-abb326fae079" }
{ "account_age_days": 1968, "account_id": "ACCT-6032AE839235", "baseline_risk_score": 0.116, "kyc_tier": "tier_1", "session_entropy": 0.113 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 162, "timestamp": "2026-01-07T18:44:00Z", "transaction_amount_usd": 6194.98 }, { "asset": "ETH", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.45, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior...
{ "customer_funds_at_risk_usd": 4499.62, "financial_exposure_usd": 4530.24, "recoverable_pct": 0.864 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107224", "label": "benign", "label_confidence": 0.491, "severity": "low", "timestamp": "2026-01-06T00:24:00Z", "trace_id": "3d96140f-0f8f-2644-eec8-199f5d3e3a5c" }
{ "account_age_days": 1011, "account_id": "ACCT-B879B9A8C355", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.152 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 453, "timestamp": "2026-01-06T00:24:00Z", "transaction_amount_usd": 2323.46 }, { "asset": "USDT", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.582, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 2772.39, "financial_exposure_usd": 3367.18, "recoverable_pct": 0.55 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105638", "label": "fraudulent", "label_confidence": 0.861, "severity": "high", "timestamp": "2026-01-04T21:58:00Z", "trace_id": "645bc453-4ead-3673-fd53-932df3c1a9bb" }
{ "account_age_days": 1788, "account_id": "ACCT-636A1B00D3A0", "baseline_risk_score": 0.309, "kyc_tier": "tier_3", "session_entropy": 0.245 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 689, "timestamp": "2026-01-04T21:58:00Z", "transaction_amount_usd": 1953415.32 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.696, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 2535798.7, "financial_exposure_usd": 2830661.74, "recoverable_pct": 0.436 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107952", "label": "benign", "label_confidence": 0.479, "severity": "medium", "timestamp": "2026-01-06T12:32:00Z", "trace_id": "e77d4c41-1e99-df44-ee0f-9c9cb2e4e6eb" }
{ "account_age_days": 45, "account_id": "ACCT-D4ED0B3C1A05", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.213 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 1003, "timestamp": "2026-01-06T12:32:00Z", "transaction_amount_usd": 7210.84 }, { "asset": "BTC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.502, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 2334.12, "financial_exposure_usd": 4458.88, "recoverable_pct": 0.635 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108430", "label": "benign", "label_confidence": 0.566, "severity": "high", "timestamp": "2026-01-06T20:30:00Z", "trace_id": "5b8b9136-3b4c-aff2-0d76-7a8a3a94c725" }
{ "account_age_days": 1094, "account_id": "ACCT-F4197A90BC35", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.349 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 981, "timestamp": "2026-01-06T20:30:00Z", "transaction_amount_usd": 9481.93 }, { "asset": "ETH", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.596, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 4627.62, "financial_exposure_usd": 7315.55, "recoverable_pct": 0.794 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104263", "label": "fraudulent", "label_confidence": 0.656, "severity": "high", "timestamp": "2026-01-03T23:03:00Z", "trace_id": "a357ee9b-5c95-0e6f-e1f6-b39fb24c3de6" }
{ "account_age_days": 1883, "account_id": "ACCT-161F149AAEB9", "baseline_risk_score": 0.36, "kyc_tier": "tier_1", "session_entropy": 0.798 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 354, "timestamp": "2026-01-03T21:42:00Z", "transaction_amount_usd": 24.79 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTE...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.823, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 3630723.74, "financial_exposure_usd": 4446357.33, "recoverable_pct": 0.692 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106503", "label": "fraudulent", "label_confidence": 0.876, "severity": "high", "timestamp": "2026-01-05T12:23:00Z", "trace_id": "9c310caf-fdf0-4c81-d683-84493ca1b0a7" }
{ "account_age_days": 600, "account_id": "ACCT-62187DC7A65E", "baseline_risk_score": 0.056, "kyc_tier": "tier_2", "session_entropy": 0.1 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 1027, "timestamp": "2026-01-05T12:23:00Z", "transaction_amount_usd": 2582661.67 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.847, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 1780493.18, "financial_exposure_usd": 3490065.82, "recoverable_pct": 0.92 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106625", "label": "fraudulent", "label_confidence": 0.627, "severity": "low", "timestamp": "2026-01-05T14:25:00Z", "trace_id": "0b9a769f-05ec-9897-2d5a-d2efc47361d8" }
{ "account_age_days": 1912, "account_id": "ACCT-B53B7E952EB2", "baseline_risk_score": 0.085, "kyc_tier": "tier_1", "session_entropy": 0.273 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 305, "timestamp": "2026-01-05T14:25:00Z", "transaction_amount_usd": 2399478.31 }, { "asset": "GBP", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.644, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 1343294.62, "financial_exposure_usd": 2818603.8, "recoverable_pct": 0.433 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108394", "label": "benign", "label_confidence": 0.587, "severity": "low", "timestamp": "2026-01-06T19:54:00Z", "trace_id": "79c71221-8472-ecee-a75f-42949914772a" }
{ "account_age_days": 632, "account_id": "ACCT-9079EC168D68", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.921 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 98, "timestamp": "2026-01-06T19:54:00Z", "transaction_amount_usd": 11080.46 }, { "asset": "USD", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.541, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 2504.24, "financial_exposure_usd": 4802.76, "recoverable_pct": 0.426 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109885", "label": "benign", "label_confidence": 0.571, "severity": "high", "timestamp": "2026-01-07T20:45:00Z", "trace_id": "f6309820-ea00-f014-6b09-0892520ea003" }
{ "account_age_days": 159, "account_id": "ACCT-E2C2EE668C3D", "baseline_risk_score": 0.192, "kyc_tier": "tier_3", "session_entropy": 0.681 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 142, "timestamp": "2026-01-07T14:57:00Z", "transaction_amount_usd": 22.63 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.757, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 5219.04, "financial_exposure_usd": 9010.42, "recoverable_pct": 0.646 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101790", "label": "fraudulent", "label_confidence": 0.892, "severity": "medium", "timestamp": "2026-01-02T05:50:00Z", "trace_id": "efa27bea-a6b0-8407-0d43-0f717f066308" }
{ "account_age_days": 1906, "account_id": "ACCT-CFBDF54BFA2F", "baseline_risk_score": 0.497, "kyc_tier": "tier_3", "session_entropy": 0.82 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 1182, "timestamp": "2026-01-02T05:50:00Z", "transaction_amount_usd": 55913.94 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE",...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.526, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 397065.09, "financial_exposure_usd": 494375.35, "recoverable_pct": 0.816 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104727", "label": "fraudulent", "label_confidence": 0.882, "severity": "medium", "timestamp": "2026-01-04T06:47:00Z", "trace_id": "e479cd28-ce78-6dbc-d4c4-95ca42b471a9" }
{ "account_age_days": 1463, "account_id": "ACCT-3E0A642309D4", "baseline_risk_score": 0.123, "kyc_tier": "tier_3", "session_entropy": 0.177 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 325, "timestamp": "2026-01-04T00:50:00Z", "transaction_amount_usd": 8.69 }, { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED"...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.547, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 2655774.12, "financial_exposure_usd": 5510469.05, "recoverable_pct": 0.463 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104454", "label": "fraudulent", "label_confidence": 0.622, "severity": "critical", "timestamp": "2026-01-04T02:14:00Z", "trace_id": "ffea4be0-611b-32e5-2b26-e00bab20526e" }
{ "account_age_days": 122, "account_id": "ACCT-0FBE024DFF56", "baseline_risk_score": 0.084, "kyc_tier": "tier_1", "session_entropy": 0.906 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 296, "timestamp": "2026-01-03T22:30:00Z", "transaction_amount_usd": 22.69 }, { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.386, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 2485362.17, "financial_exposure_usd": 2544393.88, "recoverable_pct": 0.596 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105083", "label": "fraudulent", "label_confidence": 0.646, "severity": "medium", "timestamp": "2026-01-04T12:43:00Z", "trace_id": "fc95dfbb-2ba8-504e-ed12-950b7692ec45" }
{ "account_age_days": 1750, "account_id": "ACCT-66D61E50222B", "baseline_risk_score": 0.253, "kyc_tier": "tier_3", "session_entropy": 0.784 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 399, "timestamp": "2026-01-04T03:21:00Z", "transaction_amount_usd": 9.98 }, { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED"...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.856, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 4418452.8, "financial_exposure_usd": 6448756.66, "recoverable_pct": 0.486 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103961", "label": "fraudulent", "label_confidence": 0.656, "severity": "medium", "timestamp": "2026-01-03T18:01:00Z", "trace_id": "ceffcb69-f549-89eb-3512-21b4e0990f4f" }
{ "account_age_days": 1638, "account_id": "ACCT-59DCD7000928", "baseline_risk_score": 0.284, "kyc_tier": "tier_2", "session_entropy": 0.505 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 713, "timestamp": "2026-01-03T18:01:00Z", "transaction_amount_usd": 561727.44 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.365, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 4541401.53, "financial_exposure_usd": 8590435.34, "recoverable_pct": 0.952 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105118", "label": "fraudulent", "label_confidence": 0.626, "severity": "low", "timestamp": "2026-01-04T13:18:00Z", "trace_id": "8ae3be7a-0b2f-adad-e34b-9b40d0e989e0" }
{ "account_age_days": 1486, "account_id": "ACCT-149F625359D1", "baseline_risk_score": 0.255, "kyc_tier": "tier_1", "session_entropy": 0.604 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 170, "timestamp": "2026-01-04T02:50:00Z", "transaction_amount_usd": 12.44 }, { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.536, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 9", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 2617210.91, "financial_exposure_usd": 4764359.09, "recoverable_pct": 0.937 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100294", "label": "fraudulent", "label_confidence": 0.901, "severity": "medium", "timestamp": "2026-01-01T04:54:00Z", "trace_id": "25fc57c7-1068-1724-edcc-6a9561aa142d" }
{ "account_age_days": 1189, "account_id": "ACCT-A9CD17503B63", "baseline_risk_score": 0.413, "kyc_tier": "tier_2", "session_entropy": 0.483 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 134, "timestamp": "2025-12-31T18:11:00Z", "transaction_amount_usd": 22.43 }, { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.795, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 339109.64, "financial_exposure_usd": 390293.26, "recoverable_pct": 0.459 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100362", "label": "fraudulent", "label_confidence": 0.829, "severity": "high", "timestamp": "2026-01-01T06:02:00Z", "trace_id": "c2255b2c-37f8-1f31-7ad1-ef0251bd838f" }
{ "account_age_days": 171, "account_id": "ACCT-8B76011A5B53", "baseline_risk_score": 0.541, "kyc_tier": "tier_3", "session_entropy": 0.341 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 829, "timestamp": "2026-01-01T06:02:00Z", "transaction_amount_usd": 25393.36 }, { "asset": "SOL", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.511, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 413488.55, "financial_exposure_usd": 631456.78, "recoverable_pct": 0.376 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104034", "label": "fraudulent", "label_confidence": 0.853, "severity": "high", "timestamp": "2026-01-03T19:14:00Z", "trace_id": "a3c3abbb-c49c-4000-3e0b-aa5a6cc7f32e" }
{ "account_age_days": 1618, "account_id": "ACCT-0361E3341900", "baseline_risk_score": 0.44, "kyc_tier": "tier_2", "session_entropy": 0.886 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 860, "timestamp": "2026-01-03T19:14:00Z", "transaction_amount_usd": 614705.03 }, { "asset": "SOL", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.546, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 2124856.45, "financial_exposure_usd": 4610070.68, "recoverable_pct": 0.401 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106634", "label": "fraudulent", "label_confidence": 0.881, "severity": "high", "timestamp": "2026-01-05T14:34:00Z", "trace_id": "e4eb33a9-3b28-e322-78f2-3d43429fd6a9" }
{ "account_age_days": 38, "account_id": "ACCT-AA3A847384A9", "baseline_risk_score": 0.419, "kyc_tier": "tier_2", "session_entropy": 0.726 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 124, "timestamp": "2026-01-05T08:26:00Z", "transaction_amount_usd": 21.33 }, { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTE...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.634, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 1331940.83, "financial_exposure_usd": 3131120.11, "recoverable_pct": 0.439 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106824", "label": "benign", "label_confidence": 0.618, "severity": "medium", "timestamp": "2026-01-05T17:44:00Z", "trace_id": "1cfbcd89-0a03-993f-541d-d8e410bd3a32" }
{ "account_age_days": 1339, "account_id": "ACCT-DABB0534C3CC", "baseline_risk_score": 0.172, "kyc_tier": "tier_3", "session_entropy": 0.144 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 146, "timestamp": "2026-01-05T15:14:00Z", "transaction_amount_usd": 1.83 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.604, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 858.43, "financial_exposure_usd": 1781.78, "recoverable_pct": 0.551 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101718", "label": "fraudulent", "label_confidence": 0.967, "severity": "medium", "timestamp": "2026-01-02T04:38:00Z", "trace_id": "df1ae418-47e6-6821-c75c-1ef385311aa1" }
{ "account_age_days": 1314, "account_id": "ACCT-9B579E62CBB0", "baseline_risk_score": 0.45, "kyc_tier": "tier_2", "session_entropy": 0.101 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 219, "timestamp": "2026-01-02T04:38:00Z", "transaction_amount_usd": 95727.19 }, { "asset": "JPY", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.895, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 1, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 30963.07, "financial_exposure_usd": 68065.04, "recoverable_pct": 0.438 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105098", "label": "fraudulent", "label_confidence": 0.939, "severity": "medium", "timestamp": "2026-01-04T12:58:00Z", "trace_id": "05cf7b36-5cf4-f8fb-8262-02120d219c7f" }
{ "account_age_days": 279, "account_id": "ACCT-14A480E72245", "baseline_risk_score": 0.296, "kyc_tier": "tier_1", "session_entropy": 0.738 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 233, "timestamp": "2026-01-04T10:00:00Z", "transaction_amount_usd": 5.59 }, { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.889, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 6226893.46, "financial_exposure_usd": 6466211.22, "recoverable_pct": 0.726 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106404", "label": "fraudulent", "label_confidence": 0.641, "severity": "low", "timestamp": "2026-01-05T10:44:00Z", "trace_id": "9e7ec598-25ea-020e-c296-2d5e4039ea44" }
{ "account_age_days": 648, "account_id": "ACCT-57AF5649E443", "baseline_risk_score": 0.397, "kyc_tier": "tier_3", "session_entropy": 0.597 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 232, "timestamp": "2026-01-04T23:14:00Z", "transaction_amount_usd": 10.19 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.788, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 3701914.02, "financial_exposure_usd": 4831424.45, "recoverable_pct": 0.649 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105570", "label": "fraudulent", "label_confidence": 0.706, "severity": "high", "timestamp": "2026-01-04T20:50:00Z", "trace_id": "5b25bef0-1ab3-877d-e93c-2ab87ab1fad0" }
{ "account_age_days": 934, "account_id": "ACCT-41A933F8ABED", "baseline_risk_score": 0.055, "kyc_tier": "tier_2", "session_entropy": 0.23 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 132, "timestamp": "2026-01-04T08:54:00Z", "transaction_amount_usd": 0.93 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.414, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 6650994.83, "financial_exposure_usd": 6941771.44, "recoverable_pct": 0.937 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101160", "label": "fraudulent", "label_confidence": 0.766, "severity": "high", "timestamp": "2026-01-01T19:20:00Z", "trace_id": "5dc81f1e-a86a-8bba-e7df-0252ea752da7" }
{ "account_age_days": 674, "account_id": "ACCT-83DE60FDBE4F", "baseline_risk_score": 0.292, "kyc_tier": "tier_1", "session_entropy": 0.791 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 329, "timestamp": "2026-01-01T19:20:00Z", "transaction_amount_usd": 10412.64 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.525, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 317421.25, "financial_exposure_usd": 559636.43, "recoverable_pct": 0.156 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107226", "label": "benign", "label_confidence": 0.672, "severity": "high", "timestamp": "2026-01-06T00:26:00Z", "trace_id": "1da1132f-2fb8-996e-bf3c-e76398719978" }
{ "account_age_days": 334, "account_id": "ACCT-E5A139234B19", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.37 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 815, "timestamp": "2026-01-06T00:26:00Z", "transaction_amount_usd": 11579.73 }, { "asset": "SOL", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.771, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 705.53, "financial_exposure_usd": 882.39, "recoverable_pct": 0.99 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104330", "label": "fraudulent", "label_confidence": 0.838, "severity": "high", "timestamp": "2026-01-04T00:10:00Z", "trace_id": "07e7cc80-4566-f50e-1d05-e8a9f20273cb" }
{ "account_age_days": 132, "account_id": "ACCT-000E74C23E65", "baseline_risk_score": 0.255, "kyc_tier": "tier_1", "session_entropy": 0.783 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 599, "timestamp": "2026-01-04T00:10:00Z", "transaction_amount_usd": 2952559 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK_IM...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.822, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 4482557.33, "financial_exposure_usd": 5145730.41, "recoverable_pct": 0.979 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102930", "label": "fraudulent", "label_confidence": 0.897, "severity": "medium", "timestamp": "2026-01-03T00:50:00Z", "trace_id": "82e74fe5-efbf-e3b7-2a1d-30f0b149cbb1" }
{ "account_age_days": 1685, "account_id": "ACCT-001EF3BA498E", "baseline_risk_score": 0.43, "kyc_tier": "tier_1", "session_entropy": 0.395 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 88, "timestamp": "2026-01-03T00:50:00Z", "transaction_amount_usd": 94093.19 }, { "asset": "SOL", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.941, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 1286934.85, "financial_exposure_usd": 1358946.42, "recoverable_pct": 0.778 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105611", "label": "fraudulent", "label_confidence": 0.695, "severity": "critical", "timestamp": "2026-01-04T21:31:00Z", "trace_id": "6b04ec37-772d-7c0d-f032-b99aba05cf54" }
{ "account_age_days": 328, "account_id": "ACCT-03CCED124398", "baseline_risk_score": 0.107, "kyc_tier": "tier_3", "session_entropy": 0.504 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 1043, "timestamp": "2026-01-04T21:31:00Z", "transaction_amount_usd": 254490.73 }, { "asset": "EUR", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.587, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 1851565.22, "financial_exposure_usd": 3791079.06, "recoverable_pct": 0.846 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104020", "label": "fraudulent", "label_confidence": 0.901, "severity": "high", "timestamp": "2026-01-03T19:00:00Z", "trace_id": "8dded431-27e7-47b8-f36a-53689916d004" }
{ "account_age_days": 149, "account_id": "ACCT-266A041F4AC4", "baseline_risk_score": 0.229, "kyc_tier": "tier_2", "session_entropy": 0.883 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 383, "timestamp": "2026-01-03T08:51:00Z", "transaction_amount_usd": 0.83 }, { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.702, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 2481422.4, "financial_exposure_usd": 4546842.53, "recoverable_pct": 0.419 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105313", "label": "fraudulent", "label_confidence": 0.887, "severity": "high", "timestamp": "2026-01-04T16:33:00Z", "trace_id": "8a0b0112-d39b-1f81-fe92-5149f729b12e" }
{ "account_age_days": 139, "account_id": "ACCT-6CA8B8E034C3", "baseline_risk_score": 0.254, "kyc_tier": "tier_2", "session_entropy": 0.324 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 1174, "timestamp": "2026-01-04T16:33:00Z", "transaction_amount_usd": 1786982.3 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.373, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 551737.92, "financial_exposure_usd": 1017023.06, "recoverable_pct": 0.451 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101950", "label": "fraudulent", "label_confidence": 0.837, "severity": "high", "timestamp": "2026-01-02T08:30:00Z", "trace_id": "78ac1538-2f79-8e0f-d7e7-ae912469e0b2" }
{ "account_age_days": 419, "account_id": "ACCT-CD9A5A77AA0F", "baseline_risk_score": 0.395, "kyc_tier": "tier_2", "session_entropy": 0.709 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 375, "timestamp": "2026-01-01T20:39:00Z", "transaction_amount_usd": 2.42 }, { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.765, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 680303.99, "financial_exposure_usd": 781731.2, "recoverable_pct": 0.283 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108231", "label": "benign", "label_confidence": 0.667, "severity": "low", "timestamp": "2026-01-06T17:11:00Z", "trace_id": "e529e62e-6205-a77b-5d21-67078dbe3a83" }
{ "account_age_days": 1841, "account_id": "ACCT-401E64C1FDA3", "baseline_risk_score": 0.124, "kyc_tier": "tier_1", "session_entropy": 0.828 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 1067, "timestamp": "2026-01-06T17:11:00Z", "transaction_amount_usd": 4735.76 }, { "asset": "BTC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.471, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1451.71, "financial_exposure_usd": 2545.46, "recoverable_pct": 0.702 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103470", "label": "fraudulent", "label_confidence": 0.935, "severity": "high", "timestamp": "2026-01-03T09:50:00Z", "trace_id": "c7700230-d550-0cad-29cf-2cd4dc140b71" }
{ "account_age_days": 1275, "account_id": "ACCT-117E9F5D41A7", "baseline_risk_score": 0.404, "kyc_tier": "tier_3", "session_entropy": 0.771 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 521, "timestamp": "2026-01-03T09:50:00Z", "transaction_amount_usd": 1206236.05 }, { "asset": "GBP", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.893, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 5864519.24, "financial_exposure_usd": 6014001.36, "recoverable_pct": 0.892 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100044", "label": "fraudulent", "label_confidence": 0.928, "severity": "high", "timestamp": "2026-01-01T00:44:00Z", "trace_id": "5c311464-82c2-99f0-7487-d7727f0386fa" }
{ "account_age_days": 505, "account_id": "ACCT-8BEB4E78E683", "baseline_risk_score": 0.447, "kyc_tier": "tier_1", "session_entropy": 0.746 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 316, "timestamp": "2026-01-01T00:44:00Z", "transaction_amount_usd": 68242.89 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.909, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 454767.16, "financial_exposure_usd": 842475.54, "recoverable_pct": 0.294 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105821", "label": "fraudulent", "label_confidence": 0.725, "severity": "critical", "timestamp": "2026-01-05T01:01:00Z", "trace_id": "97b55614-6907-9b82-b3d4-d44f90a7397b" }
{ "account_age_days": 1121, "account_id": "ACCT-E6314B4FAC4B", "baseline_risk_score": 0.442, "kyc_tier": "tier_2", "session_entropy": 0.393 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 89, "timestamp": "2026-01-04T18:04:00Z", "transaction_amount_usd": 16.61 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.755, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 8", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 8258834.4, "financial_exposure_usd": 8415398.25, "recoverable_pct": 0.732 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103823", "label": "fraudulent", "label_confidence": 0.722, "severity": "low", "timestamp": "2026-01-03T15:43:00Z", "trace_id": "5bd4ad77-685e-7b2c-75b2-d4f10c4d2c43" }
{ "account_age_days": 824, "account_id": "ACCT-42430066CCED", "baseline_risk_score": 0.437, "kyc_tier": "tier_2", "session_entropy": 0.701 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 989, "timestamp": "2026-01-03T15:43:00Z", "transaction_amount_usd": 515308.22 }, { "asset": "GBP", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.468, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 3160196.71, "financial_exposure_usd": 6090408.49, "recoverable_pct": 0.697 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107973", "label": "benign", "label_confidence": 0.534, "severity": "high", "timestamp": "2026-01-06T12:53:00Z", "trace_id": "cb0bd41f-3612-2e20-124a-279c185a3e94" }
{ "account_age_days": 517, "account_id": "ACCT-7215C694DB8F", "baseline_risk_score": 0.154, "kyc_tier": "tier_1", "session_entropy": 0.605 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 856, "timestamp": "2026-01-06T12:53:00Z", "transaction_amount_usd": 5330.44 }, { "asset": "BTC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.465, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 510.79, "financial_exposure_usd": 843.69, "recoverable_pct": 0.557 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103844", "label": "fraudulent", "label_confidence": 0.88, "severity": "high", "timestamp": "2026-01-03T16:04:00Z", "trace_id": "cd74ecc2-bc18-91f3-89ec-bf928dc44bc3" }
{ "account_age_days": 1904, "account_id": "ACCT-85FBAEC90A38", "baseline_risk_score": 0.377, "kyc_tier": "tier_3", "session_entropy": 0.622 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 339, "timestamp": "2026-01-03T16:04:00Z", "transaction_amount_usd": 1277163.34 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.907, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 3697823.1, "financial_exposure_usd": 5699415.95, "recoverable_pct": 0.693 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102066", "label": "fraudulent", "label_confidence": 0.777, "severity": "high", "timestamp": "2026-01-02T10:26:00Z", "trace_id": "486528a3-5f5e-1673-26b7-454f5c91de34" }
{ "account_age_days": 92, "account_id": "ACCT-8208EC590A39", "baseline_risk_score": 0.623, "kyc_tier": "tier_1", "session_entropy": 0.405 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 951, "timestamp": "2026-01-02T10:26:00Z", "transaction_amount_usd": 63170.3 }, { "asset": "SOL", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.394, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 565051.65, "financial_exposure_usd": 1108073.08, "recoverable_pct": 0.216 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102997", "label": "fraudulent", "label_confidence": 0.826, "severity": "critical", "timestamp": "2026-01-03T01:57:00Z", "trace_id": "ed892cea-82a8-a489-e000-aaedd4049a7a" }
{ "account_age_days": 1815, "account_id": "ACCT-DD4F3197CB6E", "baseline_risk_score": 0.519, "kyc_tier": "tier_2", "session_entropy": 0.479 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "US", "latency_ms": 715, "timestamp": "2026-01-03T01:57:00Z", "transaction_amount_usd": 10734.39 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.547, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 715271.6, "financial_exposure_usd": 928460.07, "recoverable_pct": 0.584 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109869", "label": "benign", "label_confidence": 0.565, "severity": "low", "timestamp": "2026-01-07T20:29:00Z", "trace_id": "ad611063-7f99-ff25-e404-724d84756a4d" }
{ "account_age_days": 956, "account_id": "ACCT-60BC7FEC62E1", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.827 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 572, "timestamp": "2026-01-07T20:29:00Z", "transaction_amount_usd": 13158.18 }, { "asset": "USD", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.565, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 3", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 3265.94, "financial_exposure_usd": 4300.71, "recoverable_pct": 0.481 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108996", "label": "benign", "label_confidence": 0.685, "severity": "low", "timestamp": "2026-01-07T05:56:00Z", "trace_id": "b0132594-14fe-3c54-d39a-1a1bf1071ff5" }
{ "account_age_days": 140, "account_id": "ACCT-169E7765E078", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.679 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 610, "timestamp": "2026-01-07T05:56:00Z", "transaction_amount_usd": 8391.46 }, { "asset": "ETH", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.66, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_tr...
{ "customer_funds_at_risk_usd": 1318.74, "financial_exposure_usd": 2508.37, "recoverable_pct": 0.719 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106280", "label": "fraudulent", "label_confidence": 0.739, "severity": "low", "timestamp": "2026-01-05T08:40:00Z", "trace_id": "3d521704-5541-0bd6-7244-b97ac4f3df37" }
{ "account_age_days": 765, "account_id": "ACCT-992E5ABB9C06", "baseline_risk_score": 0.245, "kyc_tier": "tier_3", "session_entropy": 0.547 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 697, "timestamp": "2026-01-05T08:40:00Z", "transaction_amount_usd": 1982494.01 }, { "asset": "EUR", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.58, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2310842.91, "financial_exposure_usd": 3804065.78, "recoverable_pct": 0.817 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108241", "label": "benign", "label_confidence": 0.656, "severity": "medium", "timestamp": "2026-01-06T17:21:00Z", "trace_id": "8cde4a88-0719-8f62-b905-a90c9f438217" }
{ "account_age_days": 1300, "account_id": "ACCT-0DC8944222EE", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.742 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 318, "timestamp": "2026-01-06T11:52:00Z", "transaction_amount_usd": 12.61 }, { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.64, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 911.59, "financial_exposure_usd": 1870.19, "recoverable_pct": 0.501 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100174", "label": "fraudulent", "label_confidence": 0.924, "severity": "high", "timestamp": "2026-01-01T02:54:00Z", "trace_id": "f9a61744-93ef-e8f0-395c-0d6273c7fd75" }
{ "account_age_days": 899, "account_id": "ACCT-1F19297EBF86", "baseline_risk_score": 0.4, "kyc_tier": "tier_1", "session_entropy": 0.241 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 716, "timestamp": "2026-01-01T02:54:00Z", "transaction_amount_usd": 28237.81 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.881, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 440856.11, "financial_exposure_usd": 877442.14, "recoverable_pct": 0.683 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105158", "label": "fraudulent", "label_confidence": 0.936, "severity": "medium", "timestamp": "2026-01-04T13:58:00Z", "trace_id": "6548dd89-9fc7-79f8-92ed-fe6ea43e9eac" }
{ "account_age_days": 1534, "account_id": "ACCT-BDBA79A4AAAC", "baseline_risk_score": 0.061, "kyc_tier": "tier_1", "session_entropy": 0.179 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 363, "timestamp": "2026-01-04T13:58:00Z", "transaction_amount_usd": 1881156 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK_IM...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.633, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 1340038.01, "financial_exposure_usd": 2710788.55, "recoverable_pct": 0.765 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104904", "label": "fraudulent", "label_confidence": 0.859, "severity": "high", "timestamp": "2026-01-04T09:44:00Z", "trace_id": "6479a314-626f-062e-1e5b-19b59e45ee49" }
{ "account_age_days": 1370, "account_id": "ACCT-035733490809", "baseline_risk_score": 0.344, "kyc_tier": "tier_3", "session_entropy": 0.125 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 1160, "timestamp": "2026-01-04T09:44:00Z", "transaction_amount_usd": 1181747.02 }, { "asset": "SOL", "burst_indicator": false, "event_name": "ORDER_BO...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.683, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 2925478.34, "financial_exposure_usd": 3410568.52, "recoverable_pct": 0.998 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106083", "label": "fraudulent", "label_confidence": 0.623, "severity": "high", "timestamp": "2026-01-05T05:23:00Z", "trace_id": "8cf1bc1c-1407-63b2-732f-e11a6d923f1c" }
{ "account_age_days": 234, "account_id": "ACCT-0CBDD9B6A8FF", "baseline_risk_score": 0.295, "kyc_tier": "tier_2", "session_entropy": 0.338 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 770, "timestamp": "2026-01-05T05:23:00Z", "transaction_amount_usd": 2477919.48 }, { "asset": "EUR", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.719, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 1600523.71, "financial_exposure_usd": 1954639.31, "recoverable_pct": 0.645 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106003", "label": "fraudulent", "label_confidence": 0.698, "severity": "low", "timestamp": "2026-01-05T04:03:00Z", "trace_id": "44a08d50-dc41-58ab-05bb-a0968c189f5e" }
{ "account_age_days": 1802, "account_id": "ACCT-1DD8B255AF85", "baseline_risk_score": 0.32, "kyc_tier": "tier_1", "session_entropy": 0.193 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 141, "timestamp": "2026-01-04T19:33:00Z", "transaction_amount_usd": 6.11 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.396, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2559404.8, "financial_exposure_usd": 3382608.03, "recoverable_pct": 0.437 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102412", "label": "fraudulent", "label_confidence": 0.972, "severity": "low", "timestamp": "2026-01-02T16:12:00Z", "trace_id": "f815c4d3-7d81-b160-8a8a-cb45e0b094e6" }
{ "account_age_days": 149, "account_id": "ACCT-0A3C10AEF8D2", "baseline_risk_score": 0.634, "kyc_tier": "tier_1", "session_entropy": 0.744 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 1003, "timestamp": "2026-01-02T16:12:00Z", "transaction_amount_usd": 10621.8 }, { "asset": "EUR", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.505, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 362883.83, "financial_exposure_usd": 580085.03, "recoverable_pct": 0.226 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100577", "label": "fraudulent", "label_confidence": 0.881, "severity": "medium", "timestamp": "2026-01-01T09:37:00Z", "trace_id": "59a39d2e-0365-d0cd-f584-be70337d1d2a" }
{ "account_age_days": 919, "account_id": "ACCT-DF628F0B9F9C", "baseline_risk_score": 0.526, "kyc_tier": "tier_3", "session_entropy": 0.681 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 133, "timestamp": "2026-01-01T04:08:00Z", "transaction_amount_usd": 4.38 }, { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.458, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 8", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 387996.54, "financial_exposure_usd": 711380.5, "recoverable_pct": 0.142 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109051", "label": "benign", "label_confidence": 0.618, "severity": "medium", "timestamp": "2026-01-07T06:51:00Z", "trace_id": "21962ed7-9dd1-6d2d-ca75-26f656a2f0bb" }
{ "account_age_days": 1072, "account_id": "ACCT-CC857D0F8D7F", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.402 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 85, "timestamp": "2026-01-07T02:21:00Z", "transaction_amount_usd": 15.81 }, { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.722, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 4232.32, "financial_exposure_usd": 6356.2, "recoverable_pct": 0.502 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105161", "label": "fraudulent", "label_confidence": 0.72, "severity": "low", "timestamp": "2026-01-04T14:01:00Z", "trace_id": "228964c1-541a-dd4c-be4a-7644ea6d0f65" }
{ "account_age_days": 1313, "account_id": "ACCT-DFA69C2394FE", "baseline_risk_score": 0.378, "kyc_tier": "tier_1", "session_entropy": 0.447 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 172, "timestamp": "2026-01-04T03:19:00Z", "transaction_amount_usd": 23.42 }, { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.448, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 1970991.59, "financial_exposure_usd": 3261505.58, "recoverable_pct": 0.522 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108829", "label": "benign", "label_confidence": 0.612, "severity": "low", "timestamp": "2026-01-07T03:09:00Z", "trace_id": "30457dc0-c174-514f-a037-6c6969a3f220" }
{ "account_age_days": 1869, "account_id": "ACCT-01938271B70D", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.227 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 251, "timestamp": "2026-01-06T16:00:00Z", "transaction_amount_usd": 24.89 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.7, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_tra...
{ "customer_funds_at_risk_usd": 2852.07, "financial_exposure_usd": 4789.22, "recoverable_pct": 0.741 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102477", "label": "fraudulent", "label_confidence": 0.793, "severity": "medium", "timestamp": "2026-01-02T17:17:00Z", "trace_id": "bafaa241-00c0-c3d5-1758-96b6568cd342" }
{ "account_age_days": 318, "account_id": "ACCT-A2ED2AA5CDD6", "baseline_risk_score": 0.458, "kyc_tier": "tier_2", "session_entropy": 0.884 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 402, "timestamp": "2026-01-02T17:17:00Z", "transaction_amount_usd": 2371.39 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.787, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 1, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 108341.53, "financial_exposure_usd": 210844.27, "recoverable_pct": 0.726 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109609", "label": "benign", "label_confidence": 0.709, "severity": "medium", "timestamp": "2026-01-07T16:09:00Z", "trace_id": "3cd94b21-5bd2-6ed7-8756-5ff4f56de100" }
{ "account_age_days": 1472, "account_id": "ACCT-D470ECE23963", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.572 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 89, "timestamp": "2026-01-07T12:10:00Z", "transaction_amount_usd": 20.29 }, { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.647, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 4286.1, "financial_exposure_usd": 4475, "recoverable_pct": 0.431 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101969", "label": "fraudulent", "label_confidence": 0.961, "severity": "critical", "timestamp": "2026-01-02T08:49:00Z", "trace_id": "f590d942-dd96-3b08-c0db-304b65714709" }
{ "account_age_days": 1683, "account_id": "ACCT-5B07F592ED72", "baseline_risk_score": 0.556, "kyc_tier": "tier_1", "session_entropy": 0.742 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 84, "timestamp": "2026-01-02T08:49:00Z", "transaction_amount_usd": 36902.25 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.584, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 483887.74, "financial_exposure_usd": 516182.88, "recoverable_pct": 0.609 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104416", "label": "fraudulent", "label_confidence": 0.865, "severity": "medium", "timestamp": "2026-01-04T01:36:00Z", "trace_id": "ceb066e1-ea1f-93e6-0d11-7c1a927c0c2f" }
{ "account_age_days": 1390, "account_id": "ACCT-B740E3F66932", "baseline_risk_score": 0.329, "kyc_tier": "tier_3", "session_entropy": 0.886 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 581, "timestamp": "2026-01-04T01:36:00Z", "transaction_amount_usd": 460718.95 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.848, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 3417039.31, "financial_exposure_usd": 6977413.2, "recoverable_pct": 0.667 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100451", "label": "fraudulent", "label_confidence": 0.823, "severity": "high", "timestamp": "2026-01-01T07:31:00Z", "trace_id": "c813d0f2-39af-1b9c-25b8-33683e6adedb" }
{ "account_age_days": 117, "account_id": "ACCT-A8F0EA32ACC0", "baseline_risk_score": 0.586, "kyc_tier": "tier_3", "session_entropy": 0.764 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NL", "latency_ms": 366, "timestamp": "2026-01-01T07:31:00Z", "transaction_amount_usd": 85705.54 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.769, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 561031.57, "financial_exposure_usd": 646350.29, "recoverable_pct": 0.451 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101760", "label": "fraudulent", "label_confidence": 0.966, "severity": "high", "timestamp": "2026-01-02T05:20:00Z", "trace_id": "2f9bc927-ba3f-7e5a-bc48-d56cd1cad210" }
{ "account_age_days": 1619, "account_id": "ACCT-BCDFE08F0353", "baseline_risk_score": 0.568, "kyc_tier": "tier_2", "session_entropy": 0.206 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 226, "timestamp": "2026-01-01T18:14:00Z", "transaction_amount_usd": 23.39 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.677, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 388623.87, "financial_exposure_usd": 529493.1, "recoverable_pct": 0.107 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104846", "label": "fraudulent", "label_confidence": 0.637, "severity": "high", "timestamp": "2026-01-04T08:46:00Z", "trace_id": "18363a49-c3ed-6782-a095-46b453656c93" }
{ "account_age_days": 1760, "account_id": "ACCT-0F21FB6996D9", "baseline_risk_score": 0.437, "kyc_tier": "tier_3", "session_entropy": 0.703 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 769, "timestamp": "2026-01-04T08:46:00Z", "transaction_amount_usd": 2311826.43 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.602, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 1728327.65, "financial_exposure_usd": 4240884.75, "recoverable_pct": 0.959 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103280", "label": "fraudulent", "label_confidence": 0.973, "severity": "critical", "timestamp": "2026-01-03T06:40:00Z", "trace_id": "f71c58e1-1782-205b-9b11-28045ebce5b1" }
{ "account_age_days": 1496, "account_id": "ACCT-877A932AB881", "baseline_risk_score": 0.373, "kyc_tier": "tier_1", "session_entropy": 0.199 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 89, "timestamp": "2026-01-02T20:05:00Z", "transaction_amount_usd": 7.27 }, { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.551, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 303917.98, "financial_exposure_usd": 640136.85, "recoverable_pct": 0.353 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101712", "label": "fraudulent", "label_confidence": 0.857, "severity": "critical", "timestamp": "2026-01-02T04:32:00Z", "trace_id": "2b525553-ca9e-bb22-1f45-b4de56eaa72b" }
{ "account_age_days": 1838, "account_id": "ACCT-5524A3C338FC", "baseline_risk_score": 0.404, "kyc_tier": "tier_1", "session_entropy": 0.39 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "GB", "latency_ms": 778, "timestamp": "2026-01-02T04:32:00Z", "transaction_amount_usd": 92815.09 }, { "asset": "EUR", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.646, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 265122.32, "financial_exposure_usd": 590226.59, "recoverable_pct": 0.425 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105961", "label": "fraudulent", "label_confidence": 0.941, "severity": "low", "timestamp": "2026-01-05T03:21:00Z", "trace_id": "eee72e7e-18a3-3051-f880-4ec624cf57a9" }
{ "account_age_days": 1652, "account_id": "ACCT-74F8E219A41C", "baseline_risk_score": 0.069, "kyc_tier": "tier_3", "session_entropy": 0.116 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 654, "timestamp": "2026-01-05T03:21:00Z", "transaction_amount_usd": 1024873.42 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.629, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 2463029.93, "financial_exposure_usd": 2517407.06, "recoverable_pct": 0.944 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102670", "label": "fraudulent", "label_confidence": 0.833, "severity": "critical", "timestamp": "2026-01-02T20:30:00Z", "trace_id": "9a594866-899f-1e93-10cd-03b1df80557e" }
{ "account_age_days": 136, "account_id": "ACCT-4F8958283760", "baseline_risk_score": 0.332, "kyc_tier": "tier_3", "session_entropy": 0.639 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 657, "timestamp": "2026-01-02T20:30:00Z", "transaction_amount_usd": 2635.66 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.485, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 388323.67, "financial_exposure_usd": 423561.56, "recoverable_pct": 0.488 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }